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Paper Citation Record · LEDGER

Efficiency Matters in Autonomous Research

As of 14 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 0 inbound Pith citation observations for arXiv:2607.24647.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2607.24647 v1

Coverage vector

measured 44 of 44 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-31T09:14:06.275985Z

measured 44 of 44 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

44 of 44 outbound references displayed

  • verified exact2
  • verified fuzzy0
  • unresolved41
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

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Outbound references

Observation a17d0cc0-80c5-4adf-8985-841ec5924198 · outbound

This paper cites AI for Auto-Research: Roadmap & User Guide.

Efficiency Matters in Autonomous Research AI for Auto-Research: Roadmap & User Guide

Reference 1

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source=pdf_text observed=2026-07-31T09:14:06.086356Z digest=sha256:22704a673346252cb1645d095737273bb832a3e62c89b96bd02046f96c450523

Observation 40c32f8b-e348-471f-ae15-f25e3c5a37c0 · outbound

This paper cites Efficient and Robust Automated Machine Learning.Advances in Neural Information Processing Systems, 28:2962–2970, 2015.

Efficiency Matters in Autonomous Research Efficient and Robust Automated Machine Learning.Advances in Neural Information Processing Systems, 28:2962–2970, 2015

Reference 2

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source=pdf_text observed=2026-07-31T09:14:06.090057Z digest=sha256:1db9978b82ca4a9ca5858e8cf86ee62fa3230f55e64aedc99d0e5c5dfc851767

Observation fab098b8-9992-4828-b157-8f1be446708a · outbound

This paper cites Using Anytime Algorithms in Intelligent Systems.AI Magazine, 17(3): 73–83, 1996.

Efficiency Matters in Autonomous Research Using Anytime Algorithms in Intelligent Systems.AI Magazine, 17(3): 73–83, 1996

Reference 3

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Observation f0fc237c-c912-432b-bf5c-e1c22255395c · outbound

This paper cites Sample Efficiency Matters: A Benchmark for Practical Molecular Optimization.

Efficiency Matters in Autonomous Research Sample Efficiency Matters: A Benchmark for Practical Molecular Optimization

Reference 4

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source=pdf_text observed=2026-07-31T09:14:06.095839Z digest=sha256:c09fe2c53eaa21676de81f4b3932f1cc1f36a13a22b664e96b6b3f8a5e713441

Observation af5fe338-06b1-4f00-a7dd-8193239c0fb9 · outbound

This paper cites AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks?.

Efficiency Matters in Autonomous Research AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks?

Reference 5

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Observation 014d3139-4ac7-455c-9dd5-5d7a7a5e2fde · outbound

This paper cites Joseph Hoane, Jr., and Feng-hsiung Hsu.

Efficiency Matters in Autonomous Research Joseph Hoane, Jr., and Feng-hsiung Hsu

Reference 6

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Observation 815ff795-4cb1-4575-96ab-c101e9e07ee7 · outbound

This paper cites an unresolved cited work.

Efficiency Matters in Autonomous Research Unresolved cited work

Reference 7

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source=pdf_text observed=2026-07-31T09:14:06.104485Z digest=sha256:35d9c8961f12186b41b85ea9586ed635d77a40543baeececc3ffa2e05e6b88c2

Observation d482a3e8-88b4-47cf-8ce0-b27993d34e96 · outbound

This paper cites Neural Architecture Search: A Survey.

Efficiency Matters in Autonomous Research Neural Architecture Search: A Survey

Reference 8

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Observation 26ef978c-3813-4af5-a801-0e64b45b14a4 · outbound

This paper cites an unresolved cited work.

Efficiency Matters in Autonomous Research Unresolved cited work

Reference 9

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source=pdf_text observed=2026-07-31T09:14:06.112251Z digest=sha256:75fe48b3d83768741f45bb3b670164799e1d54eda096231607d9e71d8599f75e

Observation 4f9b2949-6efc-45d6-a6ef-5dbbd774eb29 · outbound

This paper cites Pawan Kumar, Emilien Dupont, Francisco J.

Efficiency Matters in Autonomous Research Pawan Kumar, Emilien Dupont, Francisco J

Reference 10

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source=pdf_text observed=2026-07-31T09:14:06.186847Z digest=sha256:006294ea03c11cc4cc6424bbfaca7066814e1bbb08d69ad16ddd0f7b15297f82

Observation 76a35d74-3a71-4956-a982-67946e9f847e · outbound

This paper cites AlphaEvolve: A coding agent for scientific and algorithmic discovery.

Efficiency Matters in Autonomous Research AlphaEvolve: A coding agent for scientific and algorithmic discovery

Reference 11

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Observation ea047814-a31e-414d-8781-c1581360f055 · outbound

This paper cites LLM Powered Autonomous Agents.

Efficiency Matters in Autonomous Research LLM Powered Autonomous Agents

Reference 12

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Observation 5e6d9105-df26-47c1-9f16-5a1a91d0d002 · outbound

This paper cites ReAct: Synergizing Reasoning and Acting in Language Models.

Efficiency Matters in Autonomous Research ReAct: Synergizing Reasoning and Acting in Language Models

Reference 13

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Observation 39492e77-df5e-4f3c-bfc3-a9bcbd667216 · outbound

This paper cites Self-Improvements in Modern Agentic Systems: A Survey.

Efficiency Matters in Autonomous Research Self-Improvements in Modern Agentic Systems: A Survey

Reference 14

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source=pdf_text observed=2026-07-31T09:14:06.197540Z digest=sha256:7720209c22d9739761753e6cfe4fba0eb5a448b40baf937f02164387bc4b23c2

Observation 189f2a5b-fb36-4b1c-a257-4dff184d830d · outbound

This paper cites SWE-bench: Can Language Models Resolve Real-World GitHub Issues?.

Efficiency Matters in Autonomous Research SWE-bench: Can Language Models Resolve Real-World GitHub Issues?

Reference 15

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Observation cf244fce-0b16-49bc-8d86-6964475e82d4 · outbound

This paper cites MLE-bench: Evaluating Machine Learning Agents on Machine Learning Engineering.

Efficiency Matters in Autonomous Research MLE-bench: Evaluating Machine Learning Agents on Machine Learning Engineering

Reference 16

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source=pdf_text observed=2026-07-31T09:14:06.202718Z digest=sha256:bd2e44ef351cde17bcdf68754d0479ebb04cdb4c86083314004a30cda89f7b39

Observation e974bec8-21c6-4650-8fe4-26ac57e68afb · outbound

This paper cites KernelBench: Can LLMs Write Efficient GPU Kernels?.

Efficiency Matters in Autonomous Research KernelBench: Can LLMs Write Efficient GPU Kernels?

Reference 17

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Observation 4082e15f-b500-40b7-96f1-5feb288df4fa · outbound

This paper cites RE-Bench: Evaluating frontier AI R&D capabilities of language model agents against human experts.

Efficiency Matters in Autonomous Research RE-Bench: Evaluating frontier AI R&D capabilities of language model agents against human experts

Reference 18

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source=pdf_text observed=2026-07-31T09:14:06.207902Z digest=sha256:18cf6807109354c575e8e892fd664f87da03e2d9d305b1b1055fe4915d44ab9d

Observation 77c3f561-33fd-4ad2-a7dc-2270ea6f5da8 · outbound

This paper cites Miller, Abhishek Charnalia, Derek Dun- field, Carole-JeanWu, PontusStenetorp, NicolaCancedda, JakobNicolausFoerster, andYoram Bachrach.

Efficiency Matters in Autonomous Research Miller, Abhishek Charnalia, Derek Dun- field, Carole-JeanWu, PontusStenetorp, NicolaCancedda, JakobNicolausFoerster, andYoram Bachrach

Reference 19

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source=pdf_text observed=2026-07-31T09:14:06.210431Z digest=sha256:82e7cf27630934ca8c3205bcaa9b48de6eafd5eb4e740204ed0234c6082a4b41

Observation 247be8f6-fbc4-4b67-89cb-0af3162c01ad · outbound

This paper cites AIDE: AI-Driven Exploration in the Space of Code.

Efficiency Matters in Autonomous Research AIDE: AI-Driven Exploration in the Space of Code

Reference 20

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source=pdf_text observed=2026-07-31T09:14:06.212732Z digest=sha256:091fe8b547c47ed133fab35bc53d199e410ba2ace7f06f9188efda9b52c9130f

Observation f780a597-4fec-40c0-bb4b-7cf7a054c818 · outbound

This paper cites Tree of Thoughts: Deliberate Problem Solving with Large Language Models.

Efficiency Matters in Autonomous Research Tree of Thoughts: Deliberate Problem Solving with Large Language Models

Reference 21

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source=pdf_text observed=2026-07-31T09:14:06.215261Z digest=sha256:089a504762f70242c54259fbf138f921e4adf65e1a88f09eaf0ec9347f16aa71

Observation 6a1af2cd-80d8-4ebf-ae96-b2c33cca27c7 · outbound

This paper cites Language Agent Tree Search Unifies Reasoning Acting and Planning in Language Models.

Efficiency Matters in Autonomous Research Language Agent Tree Search Unifies Reasoning Acting and Planning in Language Models

Reference 22

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source=pdf_text observed=2026-07-31T09:14:06.217834Z digest=sha256:3b01ae4809679e6263fece94b932dd4ec4c4e0b612caaf096873a7ff32d949b4

Observation dbffd295-6336-44a9-ba32-d5711868ccdc · outbound

This paper cites Reflexion: Language Agents with Verbal Reinforcement Learning.

Efficiency Matters in Autonomous Research Reflexion: Language Agents with Verbal Reinforcement Learning

Reference 23

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source=pdf_text observed=2026-07-31T09:14:06.220329Z digest=sha256:7c10f0bd9f0080df6b4a005d9a779c062008cad2147362b93096691f09e8c1d6

Observation e53456dd-0862-4194-8350-f47a73b89ea5 · outbound

This paper cites Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters.

Efficiency Matters in Autonomous Research Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters

Reference 25

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Observation cf649050-50c1-4c4e-b054-548db3103e54 · outbound

This paper cites an unresolved cited work.

Efficiency Matters in Autonomous Research Unresolved cited work

Reference 26

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Observation 397f4dc9-2746-4ac7-ac18-96308fe70b5e · outbound

This paper cites Lourenço, Olivier C.

Efficiency Matters in Autonomous Research Lourenço, Olivier C

Reference 27

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Observation 5c1a5d09-797e-4a02-ba50-cca5ce33fdc8 · outbound

This paper cites Feo and Mauricio G.

Efficiency Matters in Autonomous Research Feo and Mauricio G

Reference 28

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Observation c7652509-f027-4c67-9319-54b6921e147f · outbound

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Efficiency Matters in Autonomous Research Unresolved cited work

Reference 29

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Observation 34423918-e0f2-478d-9cdc-430b974120a2 · outbound

This paper cites Gomes and Bart Selman.

Efficiency Matters in Autonomous Research Gomes and Bart Selman

Reference 30

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source=pdf_text observed=2026-07-31T09:14:06.241324Z digest=sha256:27c63ce07664ea95ff29c500a55a22b0b6f21df573b9656efdb2de1a0a5f15df

Observation 82f21be3-9042-4f48-bc8a-869c3b180b18 · outbound

This paper cites Finite-time Analysis of the Multiarmed Bandit Problem.Machine Learning, 47(2-3):235–256, 2002.

Efficiency Matters in Autonomous Research Finite-time Analysis of the Multiarmed Bandit Problem.Machine Learning, 47(2-3):235–256, 2002

Reference 31

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source=pdf_text observed=2026-07-31T09:14:06.246488Z digest=sha256:f59d8feccc5a5de3e36eb0dffdfa80a5665e8456b8b71a25f67f1e718c0a168a

Observation 32ac642e-e887-4537-a31b-73247a120401 · outbound

This paper cites Optimal Speedup of Las Vegas Algo- rithms.Information Processing Letters, 47(4):173–180, 1993.

Efficiency Matters in Autonomous Research Optimal Speedup of Las Vegas Algo- rithms.Information Processing Letters, 47(4):173–180, 1993

Reference 32

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Observation 8b1f9836-3c6c-48f0-943e-65c27bebd9c9 · outbound

This paper cites Hyperband: A Novel Bandit-Based Approach to Hyperparameter Optimization.

Efficiency Matters in Autonomous Research Hyperband: A Novel Bandit-Based Approach to Hyperparameter Optimization

Reference 33

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Observation b3686a7e-c07e-4b21-ae4e-b9f31ff53108 · outbound

This paper cites Portfolio Allocation for Bayesian Optimization.

Efficiency Matters in Autonomous Research Portfolio Allocation for Bayesian Optimization

Reference 34

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source=pdf_text observed=2026-07-31T09:14:06.253977Z digest=sha256:f3d7c049c56ee3af27105146b0f9198276456a114e7f508140685146b2c301bb

Observation 5ce88723-b820-45d7-aff1-f984e152556e · outbound

This paper cites WiderorDeeper? ScalingLLMInference-TimeComputewithAdaptiveBranchingTreeSearch.

Efficiency Matters in Autonomous Research WiderorDeeper? ScalingLLMInference-TimeComputewithAdaptiveBranchingTreeSearch

Reference 35

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Observation 361dedb0-8dcc-40d4-937f-560098f71636 · outbound

This paper cites Compute Allocation in Evolutionary Search: From Depth-Breadth to Multi-Armed Bandits.

Efficiency Matters in Autonomous Research Compute Allocation in Evolutionary Search: From Depth-Breadth to Multi-Armed Bandits

Reference 36

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Observation 24bb24e5-51c8-44a0-8097-dfc83520928e · outbound

This paper cites ShinkaEvolve: Towards Open-Ended And Sample-Efficient Program Evolution.

Efficiency Matters in Autonomous Research ShinkaEvolve: Towards Open-Ended And Sample-Efficient Program Evolution

Reference 37

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source=pdf_text observed=2026-07-31T09:14:06.261467Z digest=sha256:ddc29ad5bee658820e81436740d55bbb8d7ab22351390fe23976699e57ce078c

Observation 45dfae37-5711-4656-8470-da3870273c6b · outbound

This paper cites Russell and Peter Norvig.Artificial Intelligence: A Modern Approach.

Efficiency Matters in Autonomous Research Russell and Peter Norvig.Artificial Intelligence: A Modern Approach

Reference 38

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source=pdf_text observed=2026-07-31T09:14:06.264014Z digest=sha256:dd7037661c0f40f07dd71484e438dc9767e7319d7faa32bafbea9ede486559b8

Observation 04d65010-d1e5-4c67-a58a-773eea5eb074 · outbound

This paper cites Conjecture Machines: AI Agents and the New Validation Bottleneck in Science.

Efficiency Matters in Autonomous Research Conjecture Machines: AI Agents and the New Validation Bottleneck in Science

Reference 39

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source=pdf_text observed=2026-07-31T09:14:06.266321Z digest=sha256:799197a3d283a2dc9b0f58e5a2349cda6c6681774d32fdb2fdd906d087e1659a

Observation 7c950d96-a5ef-4104-bb6c-5afee26bd8a2 · outbound

This paper cites The Harness Effect: How Orchestration Design Sets the Token Economics of Enterprise Agentic AI.

Efficiency Matters in Autonomous Research The Harness Effect: How Orchestration Design Sets the Token Economics of Enterprise Agentic AI

Reference 40

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no resolver link, observed 2026-07-31T09:14:06.268747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation f653cdfd-f1ff-4a80-84cc-65686d168b12 · outbound

This paper cites Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI.

Efficiency Matters in Autonomous Research Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI

Reference 42

Resolution
unresolved
no resolver link, observed 2026-07-31T09:14:06.275985Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T09:14:06.275985Z digest=sha256:e505cad249e7bcb6588fdc292b59cef9ceb94866e708dea1ae215a7bcb555017

Observation aead5d47-f9b0-4490-8400-2d1097ef4425 · outbound

This paper cites an unresolved cited work.

Efficiency Matters in Autonomous Research Unresolved cited work

Reference 2001

Resolution
verified exact
doi, observed 2026-07-31T09:15:58.968392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-07-31T09:14:06.243773Z digest=sha256:88488cacd143f1bbbc9099ff07a657bdf0950cc1e620c863af7b088b5e529c01

Observation d0dcacc1-2661-4b06-844e-7b9dcd486e14 · outbound

This paper cites an unresolved cited work.

Efficiency Matters in Autonomous Research Unresolved cited work

Reference 2016

Resolution
unresolved
no resolver link, observed 2026-07-31T09:14:06.106865Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T09:14:06.106865Z digest=sha256:27536cee37f5564cd63e9791c945a79241e9624d504f28517d91650a12b3f7d9

Observation 17c1cf40-ef02-4e75-a5dd-8c2f708557f0 · outbound

This paper cites Self-Refine: Iterative Refinement with Self-Feedback.

Efficiency Matters in Autonomous Research Self-Refine: Iterative Refinement with Self-Feedback

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-07-31T09:14:06.225747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T09:14:06.225747Z digest=sha256:8ad2e4788556dd3e612f4ce95d681dd81832576f00bc4011f32bba0d19018a4a

Observation cb277738-e524-41cb-91c2-f2be7072bf6b · outbound

This paper cites Automated Discovery Has No Universally Superior Harness.

Efficiency Matters in Autonomous Research Automated Discovery Has No Universally Superior Harness

Reference 2026

Resolution
unresolved
no resolver link, observed 2026-07-31T09:14:06.273778Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T09:14:06.273778Z digest=sha256:1a6322de26a36016a6a37ae2319fc3d4092d3e23f91778bf99c4da51fb8dedf8

Pith citing papers

No inbound Pith citation observations are available.